Anthropic's most powerful model just shipped, and the most instructive reaction came from someone who didn't rebuild anything. Nate Herk spent the day slotting Fable into the AI OS he'd already built — folders, markdown, and the Four Cs. That's the lesson.
This week's fastest-growing finance + AI repos on GitHub. Strip the names away and one pattern is left standing: the whole field is converging on multi-agent architectures and MCP.
One YouTube video, one insight, one session. What started as a note about persistent agent expertise turned into a full agent operations platform: 22 specialist roles, behavioral health monitoring, directive lifecycle tracking, and an E2E proof that closed in 8 minutes.
I produced 1,060 hours of verified engineering output in 20 days. Not by coding faster — by commanding AI agents in parallel. Here's the audit trail.
Perplexity just launched a managed multi-model agent platform that orchestrates 19 AI models. It is a direct shot at open-source agent systems — and the architectural trade-offs tell you everything about where this industry is splitting.